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Jevons paradox
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Jevons Paradox is the latest jargon you need to know to signal you’re smart on AI

A paradox named after an English economist born in 1835 blew up this week.

The world of technology moves fast. For commentators and analysts who want to signal they know what’s going on, that means adapting just as quickly.

After mastering epidemiology and evangelizing for crypto during the pandemic, many Twitter (now X) “experts” turned their hand to military strategy and geopolitics in the wake of Russia’s invasion of Ukraine. But for the last 18 months, AI has been the topic du jour. In the wake of DeepSeek turning the entire industry on its head — and wiping nearly $600 billion off of the market cap of Nvidia in a single day — one new phrase has become table stakes for anyone wading into the DeepSeek discourse: Jevons Paradox, with traffic to its associated Wikipedia page soaring this week.

Per that very Wikipedia page:

“...the Jevons paradox occurs when technological advancements make a resource more efficient to use (thereby reducing the amount needed for a single application), however, as the cost of using the resource drops, overall demand increases causing total resource consumption to rise.

The original example posited by Mr. William Stanley Jevons, summarized nicely by Axios, was coal. Progress in steam engines, which enabled them to use less coal, didn’t lead to a drop in coal demand — it led to a huge rise.

Though a bit of an oversimplification, that is essentially the crux of the current debate in AI: DeepSeek reportedly achieved something for a lot less money and resources than US competitors like OpenAI and Meta used. That could be interpreted in two ways:

  • We will therefore need fewer high-tech chips like the ones Nvidia makes, and fewer energy plants to power them (which is why power and data center stocks got hammered this week);

  • Or, and this is where the Jevons Paradox comes in, we will want even more.

The market seemed to follow the first school of thought on Monday, but came around to the second by Tuesday, with chip analysts and tech heavyweights, most notably Microsoft’s CEO Satya Nadella, citing the paradox as proof that AI use will “skyrocket.”

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Google’s AI chip business could be a $900 billion boon for the company

Google may be sitting on a massive new business that it has yet to fully exploit.

Google’s custom tensor processing unit (TPU) AI chips have been getting a lot of attention recently, making the tech world wonder if there are other ways to power its AI dreams rather than just by using Nvidia’s GPUs.

Bloomberg spoke with analysts who estimate that, if it does decide to sell its chips to others, Google could capture 20% of the AI market, making it a $900 billion business. For comparison, Google Cloud pulled in $43.2 billion of revenue last year.

Even if Google just sticks with renting access to its TPUs, it will continue to drive down costs and increase margins as it ekes out performance improvements, such as the 30x improvement in power efficiency that the latest generation of TPUs has delivered for the company.

Bloomberg spoke with analysts who estimate that, if it does decide to sell its chips to others, Google could capture 20% of the AI market, making it a $900 billion business. For comparison, Google Cloud pulled in $43.2 billion of revenue last year.

Even if Google just sticks with renting access to its TPUs, it will continue to drive down costs and increase margins as it ekes out performance improvements, such as the 30x improvement in power efficiency that the latest generation of TPUs has delivered for the company.

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OpenAI’s Sam Altman has explored bringing his feud with Tesla’s Elon Musk to space

Billionaires, they’re just like us: they want to bring their terrestrial beefs to outer space.

OpenAI CEO Sam Altman has explored buying or partnering with a rocket company to compete with Tesla CEO Elon Musk’s SpaceX, The Wall Street Journal reports. The two billionaires have had numerous public feuds over the years that have played out in the courts and on social media. They also both lead AI companies that have insatiable needs for data centers and have publicly discussed building data centers in space.

Altman seems like he thinks this could be more than science fiction. He reportedly reached out to rocket maker Stoke Space to potentially make equity investments in the company to get a controlling stake, though the talks are no longer active, WSJ reports.

Or perhaps he just wanted a Sherwood bobblehead of himself.

tech

Report: Meta to slash metaverse, VR spending by up to 30%

Four years after changing its name to reflect its focus on the loosely defined “metaverse,” Meta is planning deep cuts to the company’s money-losing virtual reality efforts, according to a report from Bloomberg.

Meta’s Reality Labs division, home to the teams working on metaverse products — which include Quest VR headsets, Horizon Worlds, and its Ray-Ban Meta glasses — has lost about $70 billion since the company started breaking out the unit in 2020.

The company has struggled to get consumers to buy into CEO Mark Zuckerberg’s vision of working and playing in virtual reality worlds, like the company’s Horizon Worlds platform.

Investors seem to love the news of the pivot, as shares shot up as much as 5% in early trading.

Meta’s recent hiring spree of AI superstars from competitors for its Meta Superintelligence Labs shows that the company’s attention is now all in on AI.

Meta’s Reality Labs division, home to the teams working on metaverse products — which include Quest VR headsets, Horizon Worlds, and its Ray-Ban Meta glasses — has lost about $70 billion since the company started breaking out the unit in 2020.

The company has struggled to get consumers to buy into CEO Mark Zuckerberg’s vision of working and playing in virtual reality worlds, like the company’s Horizon Worlds platform.

Investors seem to love the news of the pivot, as shares shot up as much as 5% in early trading.

Meta’s recent hiring spree of AI superstars from competitors for its Meta Superintelligence Labs shows that the company’s attention is now all in on AI.

Salesforce CEO Marc Benioff Kicks Off Dreamforce With Keynote Presentation

The best quotes from Salesforce’s earnings call

CEO Marc Benioff doesn’t disappoint.

tech

Salesforce jumps as Q3 earnings top expectations

Salesforce jumped after-hours Wednesday as it posted earnings and guidance that beat analysts’ expectations. Its adjusted earnings per share came in at $3.25 for the third quarter of fiscal 2026, above the FactSet analyst consensus estimate of $2.86. Its revenue rose 9% to $10.3 billion, in line with expectations.

The software-as-a-service company issued fourth-quarter revenue guidance of $11.13 billion to $11.23 billion, well above the $10.9 billion analysts had predicted. It also forecast adjusted earnings of $3.02 to $3.04 per share, compared with analysts’ expectations of $3.04.

Shares were up 4.3% in recent trading.

“Our Agentforce and Data 360 products are the momentum drivers,” CEO Marc Benioff said in the press release.

Last quarter, Salesforce shares fell after the company issued disappointing third-quarter guidance. Coming into today’s report, the stock was down about 30% year to date.

Investors will be watching the earnings call closely for updates on the company’s AI strategy — particularly progress on Agentforce and broader adoption of its AI-driven cloud offerings.

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